Exploratory Analysis

Interactive Map

Darker blue polygons indicate more deforestation in a given district

Static Maps

Social Spending by Department (2016 - 2023)

Education

Health & Sanitation

STATISTICAL MODEL

OLS

Controls Only

• Model 1: Road Cover (rd_cvr)
• Model 2: Square Root of Road Cover (sqrt_roads)
• Model 3: sqrt_roads interacted with Longitude (lon)
• Model 4: sqrt_roads and Average Elevation (avg_elv)
• Model 5: sqrt_roads and water
• Model 6: sqrt_roads and water and avg_elv

##                                  c1               c2                 c3
## Dependent Var.:           ln_loss15        ln_loss15          ln_loss15
##                                                                        
## Constant          9.378*** (0.8852) 8.484*** (1.248)   73.04*** (13.71)
## rd_cvr           3.61e-6. (1.79e-6)                                    
## sqrt_roads                          0.0044. (0.0020) -0.0870** (0.0246)
## lon                                                   0.8489** (0.1856)
## sqrt_roads x lon                                     -0.0012** (0.0003)
## avg_elv                                                                
## water                                                                  
## ________________ __________________ ________________ __________________
## S.E.: Clustered            by: adm1         by: adm1           by: adm1
## Observations                    298              298                298
## R2                          0.15501          0.21374            0.47516
## Adj. R2                     0.15216          0.21108            0.46980
## 
##                                  c4                c5                 c6
## Dependent Var.:           ln_loss15         ln_loss15          ln_loss15
##                                                                         
## Constant          10.03*** (0.5721) 7.092*** (0.9767)  8.611*** (0.3750)
## rd_cvr                                                                  
## sqrt_roads       0.0045*** (0.0008) 0.0043** (0.0011) 0.0045*** (0.0006)
## lon                                                                     
## sqrt_roads x lon                                                        
## avg_elv          -0.0012** (0.0004)                   -0.0009** (0.0002)
## water                               0.0384** (0.0093) 0.0272*** (0.0046)
## ________________ __________________ _________________ __________________
## S.E.: Clustered            by: adm1          by: adm1           by: adm1
## Observations                    298               298                298
## R2                          0.55089           0.54103            0.68878
## Adj. R2                     0.54785           0.53791            0.68561
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Baseline Model

• Model 1: sqrt_roads interacted with lon + % Without Water Access (water) (greater explanatory power than nm_pvrty)
• Model 2: sqrt_roads interacted with lon + water + avg_elv
• Model 3: sqrt_roads interacted with lon + water + avg_elv + Spending Per Capita on Education, Health, and Sanitation (ehss_21)
  • The coefficient on social spending is significant here.
  • Interpretation: “An increase of S/100 in social spending per capita is associated with a ~0.5% decrease in deforestation.”

##                                 m1                 m2                   m3
## Dependent Var.:          ln_loss15          ln_loss15            ln_loss15
##                                                                           
## Constant           46.02** (11.23)     29.30* (9.194)      32.75** (9.572)
## sqrt_roads        -0.0517 (0.0294)   -0.0301 (0.0240)     -0.0348 (0.0230)
## lon              0.5072** (0.1490)   0.2727. (0.1215)     0.3153* (0.1265)
## water            0.0284** (0.0063) 0.0236*** (0.0035)   0.0245*** (0.0034)
## sqrt_roads x lon -0.0007. (0.0004)   -0.0005 (0.0003)     -0.0005 (0.0003)
## avg_elv                            -0.0008** (0.0002)   -0.0008** (0.0002)
## ehss_21                                               -3.71e-5** (1.09e-5)
## ________________ _________________ __________________ ____________________
## S.E.: Clustered           by: adm1           by: adm1             by: adm1
## Observations                   298                298                  298
## R2                         0.60995            0.70429              0.71643
## Adj. R2                    0.60462            0.69922              0.71058
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Fixed Effects Model

• Adding fixed effects makes the coefficient on social expenditures insignificant.

##                                fe1                fe2                fe3
## Dependent Var.:          ln_loss15          ln_loss15          ln_loss15
##                                                                         
## sqrt_roads      0.0040*** (0.0004) 0.0040*** (0.0004) 0.0041*** (0.0004)
## water            0.0238** (0.0057)  0.0240** (0.0057)                   
## ehss_21                             -1.92e-5 (1.3e-5) -9.98e-6 (1.28e-5)
## nm_pvrt                                               0.0306*** (0.0035)
## avg_elv                                                                 
## Fixed-Effects:  ------------------ ------------------ ------------------
## adm1                           Yes                Yes                Yes
## _______________ __________________ __________________ __________________
## S.E.: Clustered           by: adm1           by: adm1           by: adm1
## Observations                   298                298                298
## R2                         0.76465            0.76771            0.77766
## Within R2                  0.39839            0.40621            0.43163
## 
##                                fe4                fe5
## Dependent Var.:          ln_loss15          ln_loss15
##                                                      
## sqrt_roads      0.0038*** (0.0004) 0.0039*** (0.0005)
## water                               0.0220** (0.0053)
## ehss_21         -1.63e-5 (1.46e-5)                   
## nm_pvrt                                              
## avg_elv                              -0.0003 (0.0003)
## Fixed-Effects:  ------------------ ------------------
## adm1                           Yes                Yes
## _______________ __________________ __________________
## S.E.: Clustered           by: adm1           by: adm1
## Observations                   298                298
## R2                         0.70299            0.77195
## Within R2                  0.24076            0.41705
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Summary Tables

Department Level Summary

Department	n	EHS Spend PC	Baseline Forest Cover	Area Deforested	% Deforested	Avg. Elevation	NM Poverty %
AMAZONAS	84	4,904	156,940	1,648	1	2,124	42
CUSCO	14	7,868	854,288	14,510	2	2,178	43
HUANUCO	21	5,758	856,949	49,052	14	2,058	56
JUNIN	13	2,523	754,079	24,590	9	2,264	63
LORETO	53	7,781	7,635,146	96,412	3	168	70
MADRE DE DIOS	11	7,109	9,406,404	227,942	5	361	48
PASCO	8	4,781	1,172,530	42,092	5	1,745	50
SAN MARTIN	77	3,451	207,645	30,294	13	661	52
UCAYALI	17	4,440	3,843,002	278,323	23	307	64

Districts

District	Province	Department	EHS Spend PC	Tree Cover in 2015	Area Lost Since 2015	% Lost Since 2015	Road Area	Protected Area	Max Elev.	NM Poverty (%)	No Water Access (%)
CHACHAPOYAS	CHACHAPOYAS	AMAZONAS	34,596	194,731	1,106	0.6	145,501	0	3,400	12	9
ASUNCION	CHACHAPOYAS	AMAZONAS	14,268	43,080	454	1.1	20,179	0	3,450	73	1
BALSAS	CHACHAPOYAS	AMAZONAS	1,024	408,041	531	0.1	104,507	0	4,300	38	30
CHETO	CHACHAPOYAS	AMAZONAS	11,755	86,387	1,740	2.0	25,672	0	3,500	27	12
CHILIQUIN	CHACHAPOYAS	AMAZONAS	4,366	175,485	3,122	1.8	20,127	0	3,600	59	20
CHUQUIBAMBA	CHACHAPOYAS	AMAZONAS	4,965	236,343	817	0.3	77,609	0	4,200	36	25
GRANADA	CHACHAPOYAS	AMAZONAS	7,907	221,437	395	0.2	8,280	17,289	3,950	36	3
HUANCAS	CHACHAPOYAS	AMAZONAS	1,089	59,670	392	0.7	22,038	0	2,700	16	7
LA JALCA	CHACHAPOYAS	AMAZONAS	234	154,824	1,743	1.1	91,975	0	3,700	39	5
LEIMEBAMBA	CHACHAPOYAS	AMAZONAS	1,930	489,535	651	0.1	60,633	0	4,300	30	14
LEVANTO	CHACHAPOYAS	AMAZONAS	1,475	94,985	1,118	1.2	29,929	0	3,450	31	4
MAGDALENA	CHACHAPOYAS	AMAZONAS	5,533	167,751	2,623	1.6	71,093	0	3,500	22	12
MARISCAL CASTILLA	CHACHAPOYAS	AMAZONAS	3,768	100,755	852	0.8	46,015	0	3,800	26	2
MOLINOPAMPA	CHACHAPOYAS	AMAZONAS	4,188	417,124	5,292	1.3	89,212	0	3,700	38	12
MONTEVIDEO	CHACHAPOYAS	AMAZONAS	1,632	159,056	503	0.3	27,436	0	3,800	21	2
OLLEROS	CHACHAPOYAS	AMAZONAS	14,326	137,021	496	0.4	26,675	22,007	4,000	84	20
QUINJALCA	CHACHAPOYAS	AMAZONAS	15,882	105,128	503	0.5	55,807	0	3,600	85	59
SAN FRANCISCO DE DAGUAS	CHACHAPOYAS	AMAZONAS	10,788	51,582	133	0.3	56,014	0	2,950	25	25
SAN ISIDRO DE MAINO	CHACHAPOYAS	AMAZONAS	12,017	135,920	1,361	1.0	31,709	0	3,500	30	2
SOLOCO	CHACHAPOYAS	AMAZONAS	2,553	95,420	902	0.9	17,739	0	3,450	33	6
SONCHE	CHACHAPOYAS	AMAZONAS	5,254	153,429	718	0.5	31,040	0	2,850	67	8
BAGUA	BAGUA	AMAZONAS	10,047	166,880	1,381	0.8	136,679	0	1,550	25	5
ARAMANGO	BAGUA	AMAZONAS	1,049	918,758	29,431	3.2	144,775	16,858	3,450	63	28
COPALLIN	BAGUA	AMAZONAS	506	124,656	1,766	1.4	52,986	0	3,350	45	18
EL PARCO	BAGUA	AMAZONAS	10,134	22,654	281	1.2	22,030	0	950	60	3
IMAZA	BAGUA	AMAZONAS	6,287	5,619,413	150,505	2.7	115,163	62,711	3,350	88	54
LA PECA	BAGUA	AMAZONAS	4,772	168,377	3,709	2.2	99,268	0	2,350	42	9
JUMBILLA	BONGARA	AMAZONAS	2,046	199,153	1,586	0.8	8,552	0	3,450	23	13
CHISQUILLA	BONGARA	AMAZONAS	4,928	207,328	1,054	0.5	7,118	15,703	3,700	60	8
CHURUJA	BONGARA	AMAZONAS	1,702	36,786	1,232	3.3	7,546	0	2,800	36	6
COROSHA	BONGARA	AMAZONAS	11,154	80,551	1,319	1.6	12,269	1,701	3,050	84	12
CUISPES	BONGARA	AMAZONAS	471	120,677	1,015	0.8	28,438	0	3,150	41	8
FLORIDA	BONGARA	AMAZONAS	5,072	242,772	6,551	2.7	84,348	0	3,550	51	14
JAZAN	BONGARA	AMAZONAS	1,136	91,116	1,696	1.9	33,709	0	3,050	25	12
RECTA	BONGARA	AMAZONAS	5,509	33,338	497	1.5	6,572	0	3,350	64	19
SAN CARLOS	BONGARA	AMAZONAS	551	143,960	724	0.5	5,746	0	3,350	50	26
SHIPASBAMBA	BONGARA	AMAZONAS	856	151,886	2,957	1.9	32,982	0	3,550	48	17
VALERA	BONGARA	AMAZONAS	2,155	98,983	1,080	1.1	25,419	0	3,050	31	4
YAMBRASBAMBA	BONGARA	AMAZONAS	2,485	2,093,308	28,075	1.3	101,755	32,328	3,400	67	18
NIEVA	CONDORCANQUI	AMAZONAS	17,083	4,749,085	326,419	6.9	179,570	0	2,600	86	63
EL CENEPA	CONDORCANQUI	AMAZONAS	8,424	7,133,875	85,929	1.2	6,535	188,649	2,700	91	69
RIO SANTIAGO	CONDORCANQUI	AMAZONAS	7,492	10,294,755	102,319	1.0	2,713	404,299	2,350	94	73
LAMUD	LUYA	AMAZONAS	8,497	94,986	123	0.1	49,195	0	3,050	12	5
CAMPORREDONDO	LUYA	AMAZONAS	3,116	268,627	5,016	1.9	85,639	0	3,550	27	6
COCABAMBA	LUYA	AMAZONAS	7,942	436,480	1,781	0.4	47,845	0	3,700	28	67
COLCAMAR	LUYA	AMAZONAS	11,307	137,459	510	0.4	49,730	0	3,600	15	2
CONILA	LUYA	AMAZONAS	4,447	314,356	1,693	0.5	1,461	0	3,650	17	4
INGUILPATA	LUYA	AMAZONAS	4,203	148,139	2,022	1.4	38,110	0	3,500	20	8
LONGUITA	LUYA	AMAZONAS	7,441	70,553	1,168	1.7	21,938	0	3,850	18	21
LONYA CHICO	LUYA	AMAZONAS	9,325	88,034	983	1.1	56,989	0	3,550	34	5
LUYA	LUYA	AMAZONAS	1,260	107,220	469	0.4	87,979	0	3,150	15	3
LUYA VIEJO	LUYA	AMAZONAS	14,177	82,691	1,602	1.9	16,276	0	3,200	21	2
MARIA	LUYA	AMAZONAS	6,185	108,922	609	0.6	27,651	0	3,800	21	12
OCALLI	LUYA	AMAZONAS	3,233	213,906	4,044	1.9	49,902	0	3,650	19	9
OCUMAL	LUYA	AMAZONAS	8,704	450,074	5,997	1.3	125,185	0	3,600	27	15
PISUQUIA	LUYA	AMAZONAS	3,790	356,234	6,161	1.7	52,643	0	3,850	24	18
PROVIDENCIA	LUYA	AMAZONAS	358	145,806	1,165	0.8	14,349	0	3,200	25	7
SAN CRISTOBAL	LUYA	AMAZONAS	765	45,484	252	0.6	21,886	0	3,250	27	2
SAN FRANCISCO DEL YESO	LUYA	AMAZONAS	9,172	227,425	1,951	0.9	54,091	0	3,700	32	11
SAN JERONIMO	LUYA	AMAZONAS	6,715	246,611	4,503	1.8	85,614	0	3,600	34	20
SAN JUAN DE LOPECANCHA	LUYA	AMAZONAS	19,102	107,130	437	0.4	53,250	0	3,500	67	7
SANTA CATALINA	LUYA	AMAZONAS	18,273	195,600	4,072	2.1	35,906	0	3,600	44	5
SANTO TOMAS	LUYA	AMAZONAS	8,578	110,955	1,049	0.9	40,818	0	3,700	55	8
TINGO	LUYA	AMAZONAS	1,478	137,536	1,340	1.0	69,189	0	3,600	27	8
TRITA	LUYA	AMAZONAS	4,910	17,988	121	0.7	11,573	0	3,200	15	1
SAN NICOLAS	RODRIGUEZ DE MENDOZA	AMAZONAS	14,522	126,542	1,971	1.6	25,669	0	3,450	17	4
CHIRIMOTO	RODRIGUEZ DE MENDOZA	AMAZONAS	1,783	174,760	6,168	3.5	34,760	0	2,600	71	70
COCHAMAL	RODRIGUEZ DE MENDOZA	AMAZONAS	4,437	215,300	7,579	3.5	37,589	0	3,500	41	2
HUAMBO	RODRIGUEZ DE MENDOZA	AMAZONAS	6,374	91,613	2,380	2.6	50,373	0	2,400	55	5
LIMABAMBA	RODRIGUEZ DE MENDOZA	AMAZONAS	788	709,561	25,535	3.6	75,720	0	3,800	59	16
LONGAR	RODRIGUEZ DE MENDOZA	AMAZONAS	2,294	99,362	2,525	2.5	20,531	0	3,400	39	1
MARISCAL BENAVIDES	RODRIGUEZ DE MENDOZA	AMAZONAS	2,886	242,392	6,534	2.7	22,097	0	3,450	22	2
MILPUC	RODRIGUEZ DE MENDOZA	AMAZONAS	1,207	50,171	1,047	2.1	28,384	0	2,150	39	9
OMIA	RODRIGUEZ DE MENDOZA	AMAZONAS	2,825	268,865	6,040	2.2	36,967	0	3,150	70	36
SANTA ROSA	RODRIGUEZ DE MENDOZA	AMAZONAS	2,746	23,836	598	2.5	5,765	0	2,300	51	2
TOTORA	RODRIGUEZ DE MENDOZA	AMAZONAS	702	23,100	560	2.4	12,212	0	2,300	24	0
VISTA ALEGRE	RODRIGUEZ DE MENDOZA	AMAZONAS	9,129	985,144	28,229	2.9	21,241	53,374	3,800	87	73
BAGUA GRANDE	UTCUBAMBA	AMAZONAS	8,654	885,659	11,099	1.3	448,687	0	2,950	33	13
CAJARURO	UTCUBAMBA	AMAZONAS	4,898	2,267,034	19,844	0.9	362,038	173,779	3,600	47	13
CUMBA	UTCUBAMBA	AMAZONAS	3,768	370,118	4,221	1.1	166,143	0	2,750	55	16
EL MILAGRO	UTCUBAMBA	AMAZONAS	3,214	390,024	1,895	0.5	229,904	0	1,950	40	38
JAMALCA	UTCUBAMBA	AMAZONAS	10,510	410,060	12,005	2.9	195,395	0	3,600	50	44
LONYA GRANDE	UTCUBAMBA	AMAZONAS	5,079	451,309	7,277	1.6	159,835	0	3,600	32	16
YAMON	UTCUBAMBA	AMAZONAS	10,279	166,251	2,476	1.5	79,514	0	2,900	63	47
SANTA ANA	LA CONVENCION	CUSCO	16,216	514,420	3,742	0.7	365,911	0	4,250	16	14
ECHARATE	LA CONVENCION	CUSCO	9,636	9,618,716	177,471	1.8	2,082,315	995,535	4,600	54	55
HUAYOPATA	LA CONVENCION	CUSCO	2,370	697,337	3,981	0.6	251,775	8,972	5,650	26	8
MARANURA	LA CONVENCION	CUSCO	4,795	216,823	1,219	0.6	138,665	0	4,300	22	38
OCOBAMBA	LA CONVENCION	CUSCO	7,417	1,119,728	9,378	0.8	276,388	0	5,400	32	61
QUELLOUNO	LA CONVENCION	CUSCO	8,892	2,438,084	54,340	2.2	1,156,840	35,492	4,050	49	43
KIMBIRI	LA CONVENCION	CUSCO	15,437	663,472	24,791	3.7	309,067	52,092	4,150	63	7
SANTA TERESA	LA CONVENCION	CUSCO	4,623	1,747,053	8,651	0.5	304,831	39,014	6,250	32	12
VILCABAMBA	LA CONVENCION	CUSCO	6,235	3,071,574	34,101	1.1	584,809	0	5,700	47	35
PICHARI	LA CONVENCION	CUSCO	9,438	569,969	43,725	7.7	331,851	94,324	4,000	56	5
INKAWASI	LA CONVENCION	CUSCO	5,752	1,011,238	8,533	0.8	202,661	0	5,600	24	21
VILLA VIRGEN	LA CONVENCION	CUSCO	8,318	571,022	8,193	1.4	61,852	0	4,350	60	23
VILLA KINTIARINA	LA CONVENCION	CUSCO	5,477	229,674	19,643	8.6	114,929	0	3,300	76	35
MEGANTONI	LA CONVENCION	CUSCO	39,366	13,756,038	188,336	1.4	285,019	696,990	2,350	47	55
RUPA-RUPA	LEONCIO PRADO	HUANUCO	17,471	227,408	33,902	14.9	110,561	0	1,800	32	18
DANIEL ALOMIA ROBLES	LEONCIO PRADO	HUANUCO	5,272	592,781	46,611	7.9	95,906	0	3,050	72	95
HERMILIO VALDIZAN	LEONCIO PRADO	HUANUCO	7,108	298,435	30,587	10.2	136,016	0	2,250	67	50
JOSE CRESPO Y CASTILLO	LEONCIO PRADO	HUANUCO	2,229	1,685,643	114,467	6.8	223,308	117,741	3,200	44	36
LUYANDO	LEONCIO PRADO	HUANUCO	5,151	109,884	20,301	18.5	96,386	0	1,500	47	48
MARIANO DAMASO BERAUN	LEONCIO PRADO	HUANUCO	2,789	813,517	59,219	7.3	186,288	32,115	3,500	63	56
PUCAYACU	LEONCIO PRADO	HUANUCO	494	883,999	41,200	4.7	98,414	154,257	2,550	71	75
CASTILLO GRANDE	LEONCIO PRADO	HUANUCO	940	96,984	16,330	16.8	43,852	0	1,450	30	34
PUEBLO NUEVO	LEONCIO PRADO	HUANUCO	1,065	309,193	38,049	12.3	111,999	0	2,300	57	49
SANTO DOMINGO DE ANDA	LEONCIO PRADO	HUANUCO	635	299,721	33,726	11.3	79,172	11,914	2,300	66	77
CHOLON	MARAÑON	HUANUCO	12,656	2,577,055	76,557	3.0	255,633	0	4,750	64	70
LA MORADA	MARAÑON	HUANUCO	2,745	951,201	87,896	9.2	122,414	0	3,450	67	29
SANTA ROSA DE ALTO YANAJANCA	MARAÑON	HUANUCO	2,802	1,198,558	54,291	4.5	63,565	0	4,450	74	86
PANAO	PACHITEA	HUANUCO	9,973	2,050,390	22,201	1.1	466,504	0	5,000	55	60
CHAGLLA	PACHITEA	HUANUCO	10,708	1,244,256	49,052	3.9	262,265	0	4,000	44	33
MOLINO	PACHITEA	HUANUCO	9,850	310,172	865	0.3	217,138	0	4,600	47	31
PUERTO INCA	PUERTO INCA	HUANUCO	12,182	1,570,361	452,568	28.8	371,596	89,099	2,100	48	83
CODO DEL POZUZO	PUERTO INCA	HUANUCO	5,960	2,787,776	407,224	14.6	419,317	0	3,950	61	69
HONORIA	PUERTO INCA	HUANUCO	7,853	501,988	196,940	39.2	209,391	30,376	200	61	65
TOURNAVISTA	PUERTO INCA	HUANUCO	5,758	856,949	368,466	43.0	194,258	68,420	1,500	54	70
YUYAPICHIS	PUERTO INCA	HUANUCO	9,904	977,313	374,824	38.4	372,540	69,673	2,350	52	80
CHANCHAMAYO	CHANCHAMAYO	JUNIN	18,214	914,347	24,590	2.7	525,660	103,672	4,500	32	15
PERENE	CHANCHAMAYO	JUNIN	1,439	1,623,510	148,257	9.1	1,592,143	54,813	4,150	47	34
PICHANAQUI	CHANCHAMAYO	JUNIN	11,949	1,215,490	173,517	14.3	966,592	97,349	4,300	55	46
SAN LUIS DE SHUARO	CHANCHAMAYO	JUNIN	575	218,110	16,345	7.5	196,594	0	2,500	61	47
SAN RAMON	CHANCHAMAYO	JUNIN	1,716	778,367	20,098	2.6	400,715	35,713	4,750	31	17
VITOC	CHANCHAMAYO	JUNIN	5,159	498,056	6,866	1.4	90,087	68,252	4,350	48	39
SATIPO	SATIPO	JUNIN	19,315	754,079	124,919	16.6	470,672	0	2,750	48	35
COVIRIALI	SATIPO	JUNIN	1,527	97,587	14,837	15.2	54,623	0	1,750	79	98
LLAYLLA	SATIPO	JUNIN	2,067	354,946	17,167	4.8	112,299	0	4,350	89	44
PAMPA HERMOSA	SATIPO	JUNIN	2,905	1,208,225	16,466	1.4	170,296	56,913	4,900	74	55
RIO NEGRO	SATIPO	JUNIN	2,523	388,948	99,728	25.6	410,113	0	1,900	80	51
RIO TAMBO	SATIPO	JUNIN	10,912	12,259,406	484,776	4.0	915,733	1,108,124	4,150	91	89
VIZCATÁN DEL ENE	SATIPO	JUNIN	740	596,234	89,663	15.0	143,041	0	3,500	89	80
IQUITOS	MAYNAS	LORETO	20,282	381,457	29,104	7.6	61,921	85,144	150	21	6
ALTO NANAY	MAYNAS	LORETO	5,743	18,876,942	28,016	0.1	5,407	222,730	250	80	89
FERNANDO LORES	MAYNAS	LORETO	3,779	5,549,429	120,986	2.2	146,240	0	250	78	60
INDIANA	MAYNAS	LORETO	7,219	4,213,290	62,525	1.5	14,133	0	150	65	49
LAS AMAZONAS	MAYNAS	LORETO	5,995	8,534,980	97,412	1.1	6,945	0	175	74	88
MAZAN	MAYNAS	LORETO	2,900	12,789,775	104,658	0.8	47,198	0	250	79	70
NAPO	MAYNAS	LORETO	4,106	31,072,015	137,711	0.4	75,475	180,908	300	84	89
PUNCHANA	MAYNAS	LORETO	9,074	1,858,946	59,785	3.2	83,897	0	150	40	29
TORRES CAUSANA	MAYNAS	LORETO	6,896	8,874,864	58,506	0.7	2,035	159,815	250	92	91
BELEN	MAYNAS	LORETO	2,730	728,160	43,501	6.0	35,059	0	NA	47	18
SAN JUAN BAUTISTA	MAYNAS	LORETO	2,626	3,712,895	115,581	3.1	399,683	148,747	200	50	30
YURIMAGUAS	ALTO AMAZONAS	LORETO	11,652	1,304,245	337,953	25.9	431,673	0	250	54	31
BALSAPUERTO	ALTO AMAZONAS	LORETO	7,555	3,158,226	234,144	7.4	52,495	0	2,200	96	95
JEBEROS	ALTO AMAZONAS	LORETO	9,377	5,421,138	75,147	1.4	75,354	0	250	87	100
LAGUNAS	ALTO AMAZONAS	LORETO	5,536	7,635,146	96,412	1.3	62,268	76,702	200	82	88
SANTA CRUZ	ALTO AMAZONAS	LORETO	12,606	2,741,248	101,156	3.7	11,689	42,829	200	86	92
TENIENTE CESAR LOPEZ ROJAS	ALTO AMAZONAS	LORETO	8,829	1,264,639	165,842	13.1	116,285	0	200	87	76
NAUTA	LORETO	LORETO	15,931	8,465,636	125,547	1.5	89,718	282,194	200	66	71
PARINARI	LORETO	LORETO	10,762	17,082,700	50,063	0.3	6,097	539,166	200	55	85
TIGRE	LORETO	LORETO	14,231	25,922,812	103,870	0.4	188,469	505,774	300	70	61
TROMPETEROS	LORETO	LORETO	15,804	16,126,634	95,114	0.6	395,086	0	300	77	62
URARINAS	LORETO	LORETO	7,095	20,275,620	116,657	0.6	37,953	268,458	200	74	89
RAMON CASTILLA	MARISCAL RAMON CASTILLA	LORETO	10,561	8,380,298	191,107	2.3	48,994	51,839	200	63	72
PEBAS	MARISCAL RAMON CASTILLA	LORETO	6,814	14,066,768	207,339	1.5	11,234	48,907	200	69	73
YAVARI	MARISCAL RAMON CASTILLA	LORETO	11,710	18,167,341	187,913	1.0	10,571	0	250	50	80
SAN PABLO	MARISCAL RAMON CASTILLA	LORETO	4,213	5,886,108	226,744	3.9	30,180	680	175	67	80
REQUENA	REQUENA	LORETO	13,871	3,781,328	69,525	1.8	1,211	288,638	200	67	71
ALTO TAPICHE	REQUENA	LORETO	6,893	11,741,104	33,865	0.3	0	435,871	650	87	86
CAPELO	REQUENA	LORETO	4,430	1,003,641	11,794	1.2	1,683	0	100	56	37
EMILIO SAN MARTIN	REQUENA	LORETO	4,397	5,877,050	64,369	1.1	14,706	57,644	400	73	91
MAQUIA	REQUENA	LORETO	4,017	6,063,874	137,557	2.3	27,586	291,286	750	73	90
PUINAHUA	REQUENA	LORETO	6,487	7,984,690	57,521	0.7	2,153	501,017	150	59	79
SAQUENA	REQUENA	LORETO	8,809	3,307,628	25,981	0.8	37,163	101,365	200	50	67
SOPLIN	REQUENA	LORETO	34,261	6,114,707	8,590	0.1	0	484,299	600	71	76
TAPICHE	REQUENA	LORETO	23,739	2,693,569	9,314	0.3	0	0	200	72	51
JENARO HERRERA	REQUENA	LORETO	5,795	1,424,672	31,279	2.2	21,528	143,994	200	76	98
YAQUERANA	REQUENA	LORETO	14,513	14,293,800	45,971	0.3	50,199	966,639	500	64	93
CONTAMANA	UCAYALI	LORETO	14,064	13,388,712	399,312	3.0	163,920	543,430	2,300	57	50
INAHUAYA	UCAYALI	LORETO	18,467	728,573	27,706	3.8	36,673	0	600	67	38
PADRE MARQUEZ	UCAYALI	LORETO	10,906	2,684,301	211,343	7.9	71,978	19,194	450	62	35
PAMPA HERMOSA	UCAYALI	LORETO	6,619	9,026,962	187,250	2.1	128,150	489,609	1,800	74	33
SARAYACU	UCAYALI	LORETO	4,521	7,585,313	268,589	3.5	149,855	289,536	1,650	61	93
VARGAS GUERRA	UCAYALI	LORETO	7,426	2,131,930	101,593	4.8	110,302	87,117	1,600	59	46
BARRANCA	DATEM DEL MARAÑON	LORETO	26,739	9,371,298	96,292	1.0	33,161	62,635	2,200	71	94
CAHUAPANAS	DATEM DEL MARAÑON	LORETO	7,781	5,942,139	102,569	1.7	0	0	1,750	99	100
MANSERICHE	DATEM DEL MARAÑON	LORETO	7,508	4,364,552	124,310	2.8	84,343	0	1,700	74	81
MORONA	DATEM DEL MARAÑON	LORETO	9,883	14,174,302	88,490	0.6	0	0	1,350	83	83
PASTAZA	DATEM DEL MARAÑON	LORETO	15,025	11,632,947	86,912	0.7	10,743	0	250	73	93
ANDOAS	DATEM DEL MARAÑON	LORETO	7,702	15,123,766	107,133	0.7	122,254	0	300	96	71
PUTUMAYO	PUTUMAYO	LORETO	18,387	14,338,776	19,102	0.1	45,264	13,047	200	54	95
ROSA PANDURO	PUTUMAYO	LORETO	22,652	9,285,616	19,529	0.2	0	14,694	250	73	100
TENIENTE MANUEL CLAVERO	PUTUMAYO	LORETO	5,088	12,281,509	103,435	0.8	0	1,012,405	250	78	89
YAGUAS	PUTUMAYO	LORETO	18,154	23,321,443	20,927	0.1	0	531,139	200	66	100
TAMBOPATA	TAMBOPATA	MADRE DE DIOS	8,850	26,710,251	238,908	0.9	470,933	1,430,409	650	26	12
INAMBARI	TAMBOPATA	MADRE DE DIOS	6,645	5,140,654	610,518	11.9	271,525	439,385	2,450	44	49
LAS PIEDRAS	TAMBOPATA	MADRE DE DIOS	1,701	9,406,404	279,908	3.0	613,267	0	480	40	36
LABERINTO	TAMBOPATA	MADRE DE DIOS	5,669	3,046,344	219,300	7.2	166,042	0	400	49	21
MANU	MANU	MADRE DE DIOS	7,109	11,383,481	46,199	0.4	70,471	670,483	5,419	50	24
FITZCARRALD	MANU	MADRE DE DIOS	7,837	14,010,897	35,656	0.3	56,973	1,198,399	3,912	82	56
MADRE DE DIOS	MANU	MADRE DE DIOS	4,978	9,673,741	333,004	3.4	134,187	460,495	2,950	62	62
HUEPETUHE	MANU	MADRE DE DIOS	3,841	1,734,084	109,432	6.3	99,580	139,040	1,250	62	36
IÑAPARI	TAHUAMANU	MADRE DE DIOS	8,205	17,936,373	146,912	0.8	232,896	853,266	600	30	47
IBERIA	TAHUAMANU	MADRE DE DIOS	7,450	2,792,667	282,058	10.1	190,389	0	400	35	35
TAHUAMANU	TAHUAMANU	MADRE DE DIOS	7,252	4,180,022	227,942	5.5	310,318	0	450	45	24
OXAPAMPA	OXAPAMPA	PASCO	25,111	477,578	21,176	4.4	202,616	50,479	3,500	25	10
CHONTABAMBA	OXAPAMPA	PASCO	4,793	535,490	16,978	3.2	208,844	0	4,000	25	11
HUANCABAMBA	OXAPAMPA	PASCO	2,857	1,374,761	38,540	2.8	302,004	121,059	4,300	42	49
PALCAZU	OXAPAMPA	PASCO	6,373	2,946,015	210,096	7.1	364,192	530,419	3,600	56	60
POZUZO	OXAPAMPA	PASCO	3,202	883,325	22,585	2.6	191,714	62,876	3,300	64	55
PUERTO BERMUDEZ	OXAPAMPA	PASCO	4,769	8,892,143	427,305	4.8	524,498	672,892	2,100	76	66
VILLA RICA	OXAPAMPA	PASCO	8,995	970,298	45,643	4.7	419,716	119,483	3,000	40	20
CONSTITUCION	OXAPAMPA	PASCO	2,883	3,128,961	233,327	7.5	227,225	253,470	2,400	71	96
MOYOBAMBA	MOYOBAMBA	SAN MARTIN	7,390	2,332,168	208,954	9.0	581,933	132,402	2,200	38	15
CALZADA	MOYOBAMBA	SAN MARTIN	5,674	95,869	21,542	22.5	73,517	0	1,450	35	13
HABANA	MOYOBAMBA	SAN MARTIN	10,144	55,908	11,787	21.1	61,837	0	850	38	6
JEPELACIO	MOYOBAMBA	SAN MARTIN	5,837	334,683	44,109	13.2	217,498	0	2,000	58	21
SORITOR	MOYOBAMBA	SAN MARTIN	5,376	552,453	52,613	9.5	206,235	0	2,550	48	16
YANTALO	MOYOBAMBA	SAN MARTIN	6,053	58,971	9,497	16.1	37,286	0	1,450	45	8
BELLAVISTA	BELLAVISTA	SAN MARTIN	20,045	222,514	30,294	13.6	165,268	0	1,150	37	21
ALTO BIAVO	BELLAVISTA	SAN MARTIN	4,554	6,921,267	252,716	3.7	203,490	461,537	2,300	80	73
BAJO BIAVO	BELLAVISTA	SAN MARTIN	3,451	599,587	176,301	29.4	309,616	8,091	1,850	80	73
HUALLAGA	BELLAVISTA	SAN MARTIN	7,946	95,668	35,453	37.1	62,571	0	1,050	76	50
SAN PABLO	BELLAVISTA	SAN MARTIN	2,588	222,010	52,561	23.7	151,907	0	1,350	63	30
SAN RAFAEL	BELLAVISTA	SAN MARTIN	2,817	100,447	10,650	10.6	116,651	0	250	47	10
SAN JOSE DE SISA	EL DORADO	SAN MARTIN	4,627	219,135	39,845	18.2	128,403	0	1,800	41	22
AGUA BLANCA	EL DORADO	SAN MARTIN	2,568	115,308	21,832	18.9	54,218	0	1,350	47	23
SAN MARTIN	EL DORADO	SAN MARTIN	1,973	370,425	48,969	13.2	93,946	0	2,250	71	24
SANTA ROSA	EL DORADO	SAN MARTIN	4,716	178,081	36,696	20.6	113,647	0	1,350	66	15
SHATOJA	EL DORADO	SAN MARTIN	6,170	47,350	7,783	16.4	27,907	0	1,650	42	11
SAPOSOA	HUALLAGA	SAN MARTIN	3,903	422,730	64,455	15.2	149,388	0	1,900	47	18
ALTO SAPOSOA	HUALLAGA	SAN MARTIN	4,286	1,411,691	94,376	6.7	58,393	0	3,100	80	21
EL ESLABON	HUALLAGA	SAN MARTIN	3,974	105,873	15,877	15.0	60,020	0	1,050	48	24
PISCOYACU	HUALLAGA	SAN MARTIN	2,237	114,998	28,939	25.2	113,621	0	1,150	68	26
SACANCHE	HUALLAGA	SAN MARTIN	1,020	133,205	19,224	14.4	85,199	0	1,100	56	37
TINGO DE SAPOSOA	HUALLAGA	SAN MARTIN	6,105	37,950	5,098	13.4	28,147	0	700	27	4
LAMAS	LAMAS	SAN MARTIN	5,997	117,001	16,748	14.3	129,256	0	1,300	28	5
ALONSO DE ALVARADO	LAMAS	SAN MARTIN	2,636	256,049	30,607	12.0	109,329	0	2,150	70	24
BARRANQUITA	LAMAS	SAN MARTIN	4,301	754,775	157,883	20.9	107,361	0	1,600	66	96
CAYNARACHI	LAMAS	SAN MARTIN	1,674	1,104,248	129,294	11.7	235,222	0	1,500	60	55
CUÑUMBUQUI	LAMAS	SAN MARTIN	4,327	183,069	11,701	6.4	85,575	0	1,350	52	32
PINTO RECODO	LAMAS	SAN MARTIN	657	566,479	41,959	7.4	86,971	0	1,950	70	25
RUMISAPA	LAMAS	SAN MARTIN	4,798	28,738	4,672	16.3	55,063	0	900	44	5
SAN ROQUE DE CUMBAZA	LAMAS	SAN MARTIN	488	790,333	14,883	1.9	17,904	0	1,900	50	9
SHANAO	LAMAS	SAN MARTIN	2,897	24,129	2,500	10.4	35,999	0	800	52	28
TABALOSOS	LAMAS	SAN MARTIN	2,138	266,446	42,263	15.9	113,484	0	1,750	52	14
ZAPATERO	LAMAS	SAN MARTIN	1,535	165,826	16,781	10.1	73,714	0	1,550	56	9
JUANJUI	MARISCAL CACERES	SAN MARTIN	3,871	313,573	61,977	19.8	173,298	0	1,250	36	6
CAMPANILLA	MARISCAL CACERES	SAN MARTIN	2,842	1,973,948	125,609	6.4	115,025	46,134	2,800	71	51
HUICUNGO	MARISCAL CACERES	SAN MARTIN	1,835	12,118,169	163,415	1.3	121,787	320,404	4,650	60	32
PACHIZA	MARISCAL CACERES	SAN MARTIN	414	2,031,226	98,850	4.9	69,524	0	2,600	74	58
PAJARILLO	MARISCAL CACERES	SAN MARTIN	2,239	207,645	71,232	34.3	177,823	0	1,050	71	41
PICOTA	PICOTA	SAN MARTIN	8,786	184,021	33,675	18.3	104,349	0	550	36	4
BUENOS AIRES	PICOTA	SAN MARTIN	3,164	314,491	30,466	9.7	133,178	0	1,200	63	27
CASPISAPA	PICOTA	SAN MARTIN	2,197	74,949	8,050	10.7	36,862	0	600	28	2
PILLUANA	PICOTA	SAN MARTIN	6,550	73,966	5,936	8.0	27,452	0	1,100	72	0
PUCACACA	PICOTA	SAN MARTIN	1,837	185,202	25,554	13.8	107,061	0	900	53	18
SAN CRISTOBAL	PICOTA	SAN MARTIN	6,731	28,646	2,155	7.5	18,031	0	550	46	19
SAN HILARION	PICOTA	SAN MARTIN	2,031	75,100	10,791	14.4	64,685	0	550	43	78
SHAMBOYACU	PICOTA	SAN MARTIN	1,539	163,509	71,466	43.7	116,174	30,801	1,350	85	30
TINGO DE PONASA	PICOTA	SAN MARTIN	3,321	198,875	56,947	28.6	86,265	0	1,100	61	16
TRES UNIDOS	PICOTA	SAN MARTIN	483	237,493	56,453	23.8	62,888	29,518	1,600	53	20
RIOJA	RIOJA	SAN MARTIN	8,415	193,976	21,007	10.8	120,526	34,082	2,350	32	11
AWAJUN	RIOJA	SAN MARTIN	5,422	313,913	33,296	10.6	113,764	75,470	3,950	65	19
ELIAS SOPLIN VARGAS	RIOJA	SAN MARTIN	1,694	185,485	10,546	5.7	56,668	43,495	2,800	50	3
NUEVA CAJAMARCA	RIOJA	SAN MARTIN	5,089	354,870	19,792	5.6	145,113	77,798	3,400	46	11
PARDO MIGUEL	RIOJA	SAN MARTIN	2,023	1,378,211	35,268	2.6	138,795	209,260	4,000	66	24
POSIC	RIOJA	SAN MARTIN	1,455	51,905	6,367	12.3	25,458	0	NA	48	12
SAN FERNANDO	RIOJA	SAN MARTIN	904	66,718	9,719	14.6	49,450	0	NA	49	30
YORONGOS	RIOJA	SAN MARTIN	11,519	80,649	7,591	9.4	29,684	0	2,350	51	22
YURACYACU	RIOJA	SAN MARTIN	2,538	51,858	13,500	26.0	48,470	0	NA	33	2
TARAPOTO	SAN MARTIN	SAN MARTIN	11,399	65,653	3,410	5.2	141,735	0	1,600	14	2
ALBERTO LEVEAU	SAN MARTIN	SAN MARTIN	7,420	50,281	6,262	12.5	24,478	0	1,000	66	2
CACATACHI	SAN MARTIN	SAN MARTIN	7,981	51,350	6,642	12.9	98,860	0	800	18	5
CHAZUTA	SAN MARTIN	SAN MARTIN	1,668	1,083,815	57,436	5.3	27,946	128,272	1,650	61	19
CHIPURANA	SAN MARTIN	SAN MARTIN	2,697	315,388	35,647	11.3	13,172	0	400	80	77
EL PORVENIR	SAN MARTIN	SAN MARTIN	8,536	324,638	85,552	26.4	54,949	0	400	65	32
HUIMBAYOC	SAN MARTIN	SAN MARTIN	1,631	1,884,859	154,504	8.2	63,467	209,918	1,600	77	44
JUAN GUERRA	SAN MARTIN	SAN MARTIN	7,997	204,746	13,667	6.7	134,986	0	850	20	4
LA BANDA DE SHILCAYO	SAN MARTIN	SAN MARTIN	1,862	305,107	13,360	4.4	190,381	0	1,600	22	10
MORALES	SAN MARTIN	SAN MARTIN	3,844	53,528	4,840	9.0	140,306	0	700	18	9
PAPAPLAYA	SAN MARTIN	SAN MARTIN	5,011	1,158,718	61,866	5.3	9,491	0	400	68	30
SAN ANTONIO	SAN MARTIN	SAN MARTIN	2,631	82,987	6,362	7.7	27,418	0	1,400	23	4
SAUCE	SAN MARTIN	SAN MARTIN	3,033	92,029	10,646	11.6	68,278	0	1,300	53	9
SHAPAJA	SAN MARTIN	SAN MARTIN	4,280	223,206	26,512	11.9	64,932	0	1,300	39	16
TOCACHE	TOCACHE	SAN MARTIN	8,705	1,027,411	73,946	7.2	235,393	0	3,600	36	31
NUEVO PROGRESO	TOCACHE	SAN MARTIN	2,273	770,829	110,279	14.3	172,818	44,508	2,150	57	31
POLVORA	TOCACHE	SAN MARTIN	2,677	2,544,592	115,230	4.5	248,492	91,121	4,000	65	24
SHUNTE	TOCACHE	SAN MARTIN	2,929	1,349,091	15,030	1.1	66,056	0	4,350	71	38
UCHIZA	TOCACHE	SAN MARTIN	4,530	551,984	71,091	12.9	185,630	18,589	4,100	43	40
CALLERIA	CORONEL PORTILLO	UCAYALI	11,146	14,215,491	473,838	3.3	375,961	520,059	950	39	28
CAMPOVERDE	CORONEL PORTILLO	UCAYALI	4,266	657,207	236,990	36.1	834,832	0	200	59	28
IPARIA	CORONEL PORTILLO	UCAYALI	1,612	8,417,680	475,066	5.6	297,919	398,764	2,350	93	78
MASISEA	CORONEL PORTILLO	UCAYALI	1,305	18,237,017	510,498	2.8	410,636	0	500	92	80
YARINACOCHA	CORONEL PORTILLO	UCAYALI	4,240	527,975	100,016	18.9	300,535	0	NA	47	40
NUEVA REQUENA	CORONEL PORTILLO	UCAYALI	5,221	1,535,240	566,486	36.9	694,629	0	450	54	25
MANANTAY	CORONEL PORTILLO	UCAYALI	864	542,225	91,285	16.8	126,113	0	NA	51	29
RAIMONDI	ATALAYA	UCAYALI	6,782	17,708,274	616,377	3.5	551,517	172,384	2,150	70	49
SEPAHUA	ATALAYA	UCAYALI	4,440	9,830,875	203,593	2.1	118,675	97,654	800	64	47
TAHUANIA	ATALAYA	UCAYALI	4,834	9,303,663	378,971	4.1	580,116	170,328	2,000	83	82
YURUA	ATALAYA	UCAYALI	23,306	11,821,890	16,455	0.1	39,049	96,623	500	86	95
PADRE ABAD	PADRE ABAD	UCAYALI	5,015	3,843,002	278,323	7.2	262,023	159,522	2,300	47	32
IRAZOLA	PADRE ABAD	UCAYALI	6,887	1,069,948	415,397	38.8	554,911	0	450	59	33
CURIMANA	PADRE ABAD	UCAYALI	1,909	1,238,610	418,808	33.8	324,340	0	400	57	66
NESHUYA	PADRE ABAD	UCAYALI	2,175	122,691	133,614	108.9	334,426	0	300	61	19
ALEXANDER VON HUMBOLDT	PADRE ABAD	UCAYALI	459	66,881	47,626	71.2	144,117	0	300	55	14
PURUS	PURUS	UCAYALI	40,809	24,221,395	26,913	0.1	2,665	1,114,625	600	71	96